Fetches SMART data from Scrutiny's InfluxDB and calculates failure probabilities using the exact BackBlaze tables from SnapRAID source. Key features: - Calculates both v12 (with attr 193) and v13 (without attr 193) algorithms - v12 matches SnapRAID pre-v13.0 (includes Load Cycle Count) - v13 matches modern SnapRAID v13.0+ (excludes Load Cycle Count) - Stores both values for trending and comparison - Correctly applies bit masks (16-bit for 187/188, 32-bit for others) - Annualizes monthly rates and applies Poisson distribution - Logs to PostgreSQL with device metadata Solved the mystery: SnapRAID v12 uses attribute 193 which was removed in v13.0. Load cycle count has massive impact on failure predictions for some drives (80% vs 4% difference). 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
73 lines
2.1 KiB
SQL
73 lines
2.1 KiB
SQL
-- Migration: Add v13.0 failure probability column
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-- Adds a second failure probability column for the modern algorithm (without attr 193)
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-- Add new column for v13.0+ algorithm (without attribute 193)
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ALTER TABLE smart_metrics
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ADD COLUMN IF NOT EXISTS failure_probability_v13_pct DECIMAL(5, 2);
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-- Rename existing column to clarify it includes attribute 193 (pre-v13.0)
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ALTER TABLE smart_metrics
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RENAME COLUMN failure_probability_pct TO failure_probability_v12_pct;
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-- Update views to include both columns
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DROP VIEW IF EXISTS smart_latest CASCADE;
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CREATE VIEW smart_latest AS
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SELECT
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m.id,
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m.timestamp,
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m.device_wwn,
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d.device_path,
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d.serial_number,
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d.model,
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d.manufacturer,
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d.capacity_bytes,
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d.size_tb,
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d.disk_role,
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m.temperature_celsius,
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m.power_on_days,
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m.error_count,
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m.failure_probability_v12_pct, -- With attr 193 (matches your current SnapRAID)
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m.failure_probability_v13_pct, -- Without attr 193 (modern SnapRAID v13.0+)
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m.smart_attributes
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FROM smart_metrics m
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INNER JOIN devices d ON m.device_wwn = d.device_wwn
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WHERE m.timestamp = (
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SELECT MAX(m2.timestamp)
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FROM smart_metrics m2
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WHERE m2.device_wwn = m.device_wwn
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);
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DROP VIEW IF EXISTS smart_high_risk;
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CREATE VIEW smart_high_risk AS
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SELECT *
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FROM smart_latest
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WHERE failure_probability_v12_pct > 50 -- Using v12 since that matches your SnapRAID
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ORDER BY failure_probability_v12_pct DESC;
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DROP VIEW IF EXISTS smart_summary;
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CREATE VIEW smart_summary AS
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SELECT
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device_path,
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serial_number,
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temperature_celsius,
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power_on_days,
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error_count,
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failure_probability_v12_pct, -- With attr 193
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failure_probability_v13_pct, -- Without attr 193
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size_tb,
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disk_role
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FROM smart_latest
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ORDER BY
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CASE disk_role
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WHEN 'parity' THEN 1
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WHEN '2-parity' THEN 2
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ELSE 3
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END,
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device_path;
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COMMENT ON COLUMN smart_metrics.failure_probability_v12_pct IS
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'Failure probability using SnapRAID <v13.0 algorithm (includes attribute 193 Load Cycle Count)';
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COMMENT ON COLUMN smart_metrics.failure_probability_v13_pct IS
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'Failure probability using SnapRAID v13.0+ algorithm (excludes attribute 193)';
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